{
 "cells": [
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# The Copper-to-Gold Ratio Using the OpenBB Platform\n",
    "\n",
    "The copper-to-gold ratio is known as a leading economic indicator.  It is most commonly paired as a time series with the ten-year US Treasury yield. The notable events are the divergences in directional movement, signaling a fundamental regime change that will unfold over months and years.  Not something to go YOLO into, but a metric to shape a long-term view of global economic conditions.\n",
    "\n",
    "The ratio is defined as dividing the spot price of one ounce of copper by an ounce gold.  How much copper is bought with one ouce of gold.  Sounds simple enough,  divide the price of copper by the price of gold, done.  The OpenBB Platform can make quick work out of this task, really quick.  Let's explore."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Import the Platform and Pandas for some calculations.\n",
    "\n",
    "import pandas as pd\n",
    "import plotly.graph_objects as go\n",
    "from openbb import obb"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The most accessible data is going to be the continuous front-month futures contracts for physical delivery, listed on the CME.  We'll create a Pandas Series for each asset, requesting weekly historical data using the `openbb-yfinance` data extension."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [],
   "source": [
    "data = pd.DataFrame()\n",
    "cols_dict = {\"GC=F\": \"Gold\", \"HG=F\": \"Copper\"}\n",
    "data = (\n",
    "    obb.derivatives.futures.historical(\n",
    "        [\"GC\", \"HG\"],\n",
    "        start_date=\"2000-01-01\",\n",
    "        end_date=\"2024-08-19\",\n",
    "        interval=\"1W\",\n",
    "    )\n",
    "    .to_df()\n",
    "    .pivot(columns=\"symbol\", values=\"close\")\n",
    ")\n",
    "data.columns = [cols_dict[symbol] for symbol in data.columns]\n",
    "data.index = pd.to_datetime(data.index)"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's inspect the results."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Gold</th>\n",
       "      <th>Copper</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2000-08-28</th>\n",
       "      <td>277.000000</td>\n",
       "      <td>0.889</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2000-09-04</th>\n",
       "      <td>273.299988</td>\n",
       "      <td>0.912</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                  Gold  Copper\n",
       "date                          \n",
       "2000-08-28  277.000000   0.889\n",
       "2000-09-04  273.299988   0.912"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.head(2)"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "To get the copper-to-gold ratio, divide the two columns along each row."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "\n",
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Gold</th>\n",
       "      <th>Copper</th>\n",
       "      <th>Copper/Gold Ratio</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2024-08-12</th>\n",
       "      <td>2498.600098</td>\n",
       "      <td>4.1275</td>\n",
       "      <td>0.001652</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-08-19</th>\n",
       "      <td>2519.000000</td>\n",
       "      <td>4.1355</td>\n",
       "      <td>0.001642</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                   Gold  Copper  Copper/Gold Ratio\n",
       "date                                              \n",
       "2024-08-12  2498.600098  4.1275           0.001652\n",
       "2024-08-19  2519.000000  4.1355           0.001642"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data[\"Copper/Gold Ratio\"] = data[\"Copper\"] / data[\"Gold\"]\n",
    "\n",
    "data.tail(2)"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Because the numbers are so small, the ratio is often be presented as a % value.  0.2% is a popular way to display the value.  However, to plot it on the same y-axis as a Treasury yield, it needs to be multiplied by 1000.  Let's alter the block above to include this."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "    }\n",
       "\n",
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       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Gold</th>\n",
       "      <th>Copper</th>\n",
       "      <th>Copper/Gold Ratio</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2024-08-12</th>\n",
       "      <td>2498.600098</td>\n",
       "      <td>4.1275</td>\n",
       "      <td>1.651925</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-08-19</th>\n",
       "      <td>2519.000000</td>\n",
       "      <td>4.1355</td>\n",
       "      <td>1.641723</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                   Gold  Copper  Copper/Gold Ratio\n",
       "date                                              \n",
       "2024-08-12  2498.600098  4.1275           1.651925\n",
       "2024-08-19  2519.000000  4.1355           1.641723"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data[\"Copper/Gold Ratio\"] = (data[\"Copper\"] / data[\"Gold\"]) * 1000\n",
    "\n",
    "data.tail(2)"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now let's add a column for the daily 10 Year US Treasury Yield.  This can be requested using the `fred_series` function within the `economy` module.  The first line in the block below requests the data, the second assigns it to a column in the target DataFrame."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
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       "\n",
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       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Gold</th>\n",
       "      <th>Copper</th>\n",
       "      <th>Copper/Gold Ratio</th>\n",
       "      <th>US 10-Year Constant Maturity</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2000-08-28</th>\n",
       "      <td>277.000000</td>\n",
       "      <td>0.889</td>\n",
       "      <td>3.209386</td>\n",
       "      <td>5.78</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2000-09-04</th>\n",
       "      <td>273.299988</td>\n",
       "      <td>0.912</td>\n",
       "      <td>3.336992</td>\n",
       "      <td>5.68</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                  Gold  Copper  Copper/Gold Ratio  \\\n",
       "date                                                \n",
       "2000-08-28  277.000000   0.889           3.209386   \n",
       "2000-09-04  273.299988   0.912           3.336992   \n",
       "\n",
       "            US 10-Year Constant Maturity  \n",
       "date                                      \n",
       "2000-08-28                          5.78  \n",
       "2000-09-04                          5.68  "
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "us10year = obb.economy.fred_series(\n",
    "    \"DGS10\", frequency=\"wem\", start_date=\"2000-08-28\", end_date=\"2024-08-19\"\n",
    ").to_df()[[\"DGS10\"]]\n",
    "\n",
    "data[\"US 10-Year Constant Maturity\"] = us10year[\"DGS10\"]\n",
    "\n",
    "data.head(2)"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "With all the data collected, let's draw the chart to visualize the relationship."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "config": {
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          "2004-11-01T00:00:00",
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          "2006-11-06T00:00:00",
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          "2007-11-05T00:00:00",
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          "2008-03-03T00:00:00",
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          "2008-04-21T00:00:00",
          "2008-04-28T00:00:00",
          "2008-05-05T00:00:00",
          "2008-05-12T00:00:00",
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          "2008-05-26T00:00:00",
          "2008-06-02T00:00:00",
          "2008-06-09T00:00:00",
          "2008-06-16T00:00:00",
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          "2008-06-30T00:00:00",
          "2008-07-07T00:00:00",
          "2008-07-14T00:00:00",
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          "2008-07-28T00:00:00",
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          "2008-10-06T00:00:00",
          "2008-10-13T00:00:00",
          "2008-10-20T00:00:00",
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          "2008-11-03T00:00:00",
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          "2009-01-05T00:00:00",
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          "2009-01-26T00:00:00",
          "2009-02-02T00:00:00",
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          "2009-03-16T00:00:00",
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          "2009-05-04T00:00:00",
          "2009-05-11T00:00:00",
          "2009-05-18T00:00:00",
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          "2009-06-01T00:00:00",
          "2009-06-08T00:00:00",
          "2009-06-15T00:00:00",
          "2009-06-22T00:00:00",
          "2009-06-29T00:00:00",
          "2009-07-06T00:00:00",
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          "2009-07-27T00:00:00",
          "2009-08-03T00:00:00",
          "2009-08-10T00:00:00",
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          "2009-09-07T00:00:00",
          "2009-09-14T00:00:00",
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          "2009-09-28T00:00:00",
          "2009-10-05T00:00:00",
          "2009-10-12T00:00:00",
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          "2009-10-26T00:00:00",
          "2009-11-02T00:00:00",
          "2009-11-09T00:00:00",
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          "2009-12-07T00:00:00",
          "2009-12-14T00:00:00",
          "2009-12-21T00:00:00",
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          "2010-01-04T00:00:00",
          "2010-01-11T00:00:00",
          "2010-01-18T00:00:00",
          "2010-01-25T00:00:00",
          "2010-02-01T00:00:00",
          "2010-02-08T00:00:00",
          "2010-02-15T00:00:00",
          "2010-02-22T00:00:00",
          "2010-03-01T00:00:00",
          "2010-03-08T00:00:00",
          "2010-03-15T00:00:00",
          "2010-03-22T00:00:00",
          "2010-03-29T00:00:00",
          "2010-04-05T00:00:00",
          "2010-04-12T00:00:00",
          "2010-04-19T00:00:00",
          "2010-04-26T00:00:00",
          "2010-05-03T00:00:00",
          "2010-05-10T00:00:00",
          "2010-05-17T00:00:00",
          "2010-05-24T00:00:00",
          "2010-05-31T00:00:00",
          "2010-06-07T00:00:00",
          "2010-06-14T00:00:00",
          "2010-06-21T00:00:00",
          "2010-06-28T00:00:00",
          "2010-07-05T00:00:00",
          "2010-07-12T00:00:00",
          "2010-07-19T00:00:00",
          "2010-07-26T00:00:00",
          "2010-08-02T00:00:00",
          "2010-08-09T00:00:00",
          "2010-08-16T00:00:00",
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          "2010-08-30T00:00:00",
          "2010-09-06T00:00:00",
          "2010-09-13T00:00:00",
          "2010-09-20T00:00:00",
          "2010-09-27T00:00:00",
          "2010-10-04T00:00:00",
          "2010-10-11T00:00:00",
          "2010-10-18T00:00:00",
          "2010-10-25T00:00:00",
          "2010-11-01T00:00:00",
          "2010-11-08T00:00:00",
          "2010-11-15T00:00:00",
          "2010-11-22T00:00:00",
          "2010-11-29T00:00:00",
          "2010-12-06T00:00:00",
          "2010-12-13T00:00:00",
          "2010-12-20T00:00:00",
          "2010-12-27T00:00:00",
          "2011-01-03T00:00:00",
          "2011-01-10T00:00:00",
          "2011-01-17T00:00:00",
          "2011-01-24T00:00:00",
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          "2011-02-21T00:00:00",
          "2011-02-28T00:00:00",
          "2011-03-07T00:00:00",
          "2011-03-14T00:00:00",
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          "2011-04-04T00:00:00",
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          "2011-05-02T00:00:00",
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          "2011-06-06T00:00:00",
          "2011-06-13T00:00:00",
          "2011-06-20T00:00:00",
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          "2011-07-04T00:00:00",
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          "2011-07-25T00:00:00",
          "2011-08-01T00:00:00",
          "2011-08-08T00:00:00",
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          "2011-08-22T00:00:00",
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          "2011-09-05T00:00:00",
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          "2011-09-19T00:00:00",
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          "2011-10-03T00:00:00",
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          "2011-10-31T00:00:00",
          "2011-11-07T00:00:00",
          "2011-11-14T00:00:00",
          "2011-11-21T00:00:00",
          "2011-11-28T00:00:00",
          "2011-12-05T00:00:00",
          "2011-12-12T00:00:00",
          "2011-12-19T00:00:00",
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          "2012-01-02T00:00:00",
          "2012-01-09T00:00:00",
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         "x": [
          "2000-08-28T00:00:00",
          "2000-09-04T00:00:00",
          "2000-09-11T00:00:00",
          "2000-09-18T00:00:00",
          "2000-09-25T00:00:00",
          "2000-10-02T00:00:00",
          "2000-10-09T00:00:00",
          "2000-10-16T00:00:00",
          "2000-10-23T00:00:00",
          "2000-10-30T00:00:00",
          "2000-11-06T00:00:00",
          "2000-11-13T00:00:00",
          "2000-11-20T00:00:00",
          "2000-11-27T00:00:00",
          "2000-12-04T00:00:00",
          "2000-12-11T00:00:00",
          "2000-12-18T00:00:00",
          "2000-12-25T00:00:00",
          "2001-01-01T00:00:00",
          "2001-01-08T00:00:00",
          "2001-01-15T00:00:00",
          "2001-01-22T00:00:00",
          "2001-01-29T00:00:00",
          "2001-02-05T00:00:00",
          "2001-02-12T00:00:00",
          "2001-02-19T00:00:00",
          "2001-02-26T00:00:00",
          "2001-03-05T00:00:00",
          "2001-03-12T00:00:00",
          "2001-03-19T00:00:00",
          "2001-03-26T00:00:00",
          "2001-04-02T00:00:00",
          "2001-04-09T00:00:00",
          "2001-04-16T00:00:00",
          "2001-04-23T00:00:00",
          "2001-04-30T00:00:00",
          "2001-05-07T00:00:00",
          "2001-05-14T00:00:00",
          "2001-05-21T00:00:00",
          "2001-05-28T00:00:00",
          "2001-06-04T00:00:00",
          "2001-06-11T00:00:00",
          "2001-06-18T00:00:00",
          "2001-06-25T00:00:00",
          "2001-07-02T00:00:00",
          "2001-07-09T00:00:00",
          "2001-07-16T00:00:00",
          "2001-07-23T00:00:00",
          "2001-07-30T00:00:00",
          "2001-08-06T00:00:00",
          "2001-08-13T00:00:00",
          "2001-08-20T00:00:00",
          "2001-08-27T00:00:00",
          "2001-09-03T00:00:00",
          "2001-09-10T00:00:00",
          "2001-09-17T00:00:00",
          "2001-09-24T00:00:00",
          "2001-10-01T00:00:00",
          "2001-10-08T00:00:00",
          "2001-10-15T00:00:00",
          "2001-10-22T00:00:00",
          "2001-10-29T00:00:00",
          "2001-11-05T00:00:00",
          "2001-11-12T00:00:00",
          "2001-11-19T00:00:00",
          "2001-11-26T00:00:00",
          "2001-12-03T00:00:00",
          "2001-12-10T00:00:00",
          "2001-12-17T00:00:00",
          "2001-12-24T00:00:00",
          "2001-12-31T00:00:00",
          "2002-01-07T00:00:00",
          "2002-01-14T00:00:00",
          "2002-01-21T00:00:00",
          "2002-01-28T00:00:00",
          "2002-02-04T00:00:00",
          "2002-02-11T00:00:00",
          "2002-02-18T00:00:00",
          "2002-02-25T00:00:00",
          "2002-03-04T00:00:00",
          "2002-03-11T00:00:00",
          "2002-03-18T00:00:00",
          "2002-03-25T00:00:00",
          "2002-04-01T00:00:00",
          "2002-04-08T00:00:00",
          "2002-04-15T00:00:00",
          "2002-04-22T00:00:00",
          "2002-04-29T00:00:00",
          "2002-05-06T00:00:00",
          "2002-05-13T00:00:00",
          "2002-05-20T00:00:00",
          "2002-05-27T00:00:00",
          "2002-06-03T00:00:00",
          "2002-06-10T00:00:00",
          "2002-06-17T00:00:00",
          "2002-06-24T00:00:00",
          "2002-07-01T00:00:00",
          "2002-07-08T00:00:00",
          "2002-07-15T00:00:00",
          "2002-07-22T00:00:00",
          "2002-07-29T00:00:00",
          "2002-08-05T00:00:00",
          "2002-08-12T00:00:00",
          "2002-08-19T00:00:00",
          "2002-08-26T00:00:00",
          "2002-09-02T00:00:00",
          "2002-09-09T00:00:00",
          "2002-09-16T00:00:00",
          "2002-09-23T00:00:00",
          "2002-09-30T00:00:00",
          "2002-10-07T00:00:00",
          "2002-10-14T00:00:00",
          "2002-10-21T00:00:00",
          "2002-10-28T00:00:00",
          "2002-11-04T00:00:00",
          "2002-11-11T00:00:00",
          "2002-11-18T00:00:00",
          "2002-11-25T00:00:00",
          "2002-12-02T00:00:00",
          "2002-12-09T00:00:00",
          "2002-12-16T00:00:00",
          "2002-12-23T00:00:00",
          "2002-12-30T00:00:00",
          "2003-01-06T00:00:00",
          "2003-01-13T00:00:00",
          "2003-01-20T00:00:00",
          "2003-01-27T00:00:00",
          "2003-02-03T00:00:00",
          "2003-02-10T00:00:00",
          "2003-02-17T00:00:00",
          "2003-02-24T00:00:00",
          "2003-03-03T00:00:00",
          "2003-03-10T00:00:00",
          "2003-03-17T00:00:00",
          "2003-03-24T00:00:00",
          "2003-03-31T00:00:00",
          "2003-04-07T00:00:00",
          "2003-04-14T00:00:00",
          "2003-04-21T00:00:00",
          "2003-04-28T00:00:00",
          "2003-05-05T00:00:00",
          "2003-05-12T00:00:00",
          "2003-05-19T00:00:00",
          "2003-05-26T00:00:00",
          "2003-06-02T00:00:00",
          "2003-06-09T00:00:00",
          "2003-06-16T00:00:00",
          "2003-06-23T00:00:00",
          "2003-06-30T00:00:00",
          "2003-07-07T00:00:00",
          "2003-07-14T00:00:00",
          "2003-07-21T00:00:00",
          "2003-07-28T00:00:00",
          "2003-08-04T00:00:00",
          "2003-08-11T00:00:00",
          "2003-08-18T00:00:00",
          "2003-08-25T00:00:00",
          "2003-09-01T00:00:00",
          "2003-09-08T00:00:00",
          "2003-09-15T00:00:00",
          "2003-09-22T00:00:00",
          "2003-09-29T00:00:00",
          "2003-10-06T00:00:00",
          "2003-10-13T00:00:00",
          "2003-10-20T00:00:00",
          "2003-10-27T00:00:00",
          "2003-11-03T00:00:00",
          "2003-11-10T00:00:00",
          "2003-11-17T00:00:00",
          "2003-11-24T00:00:00",
          "2003-12-01T00:00:00",
          "2003-12-08T00:00:00",
          "2003-12-15T00:00:00",
          "2003-12-22T00:00:00",
          "2003-12-29T00:00:00",
          "2004-01-05T00:00:00",
          "2004-01-12T00:00:00",
          "2004-01-19T00:00:00",
          "2004-01-26T00:00:00",
          "2004-02-02T00:00:00",
          "2004-02-09T00:00:00",
          "2004-02-16T00:00:00",
          "2004-02-23T00:00:00",
          "2004-03-01T00:00:00",
          "2004-03-08T00:00:00",
          "2004-03-15T00:00:00",
          "2004-03-22T00:00:00",
          "2004-03-29T00:00:00",
          "2004-04-05T00:00:00",
          "2004-04-12T00:00:00",
          "2004-04-19T00:00:00",
          "2004-04-26T00:00:00",
          "2004-05-03T00:00:00",
          "2004-05-10T00:00:00",
          "2004-05-17T00:00:00",
          "2004-05-24T00:00:00",
          "2004-05-31T00:00:00",
          "2004-06-07T00:00:00",
          "2004-06-14T00:00:00",
          "2004-06-21T00:00:00",
          "2004-06-28T00:00:00",
          "2004-07-05T00:00:00",
          "2004-07-12T00:00:00",
          "2004-07-19T00:00:00",
          "2004-07-26T00:00:00",
          "2004-08-02T00:00:00",
          "2004-08-09T00:00:00",
          "2004-08-16T00:00:00",
          "2004-08-23T00:00:00",
          "2004-08-30T00:00:00",
          "2004-09-06T00:00:00",
          "2004-09-13T00:00:00",
          "2004-09-20T00:00:00",
          "2004-09-27T00:00:00",
          "2004-10-04T00:00:00",
          "2004-10-11T00:00:00",
          "2004-10-18T00:00:00",
          "2004-10-25T00:00:00",
          "2004-11-01T00:00:00",
          "2004-11-08T00:00:00",
          "2004-11-15T00:00:00",
          "2004-11-22T00:00:00",
          "2004-11-29T00:00:00",
          "2004-12-06T00:00:00",
          "2004-12-13T00:00:00",
          "2004-12-20T00:00:00",
          "2004-12-27T00:00:00",
          "2005-01-03T00:00:00",
          "2005-01-10T00:00:00",
          "2005-01-17T00:00:00",
          "2005-01-24T00:00:00",
          "2005-01-31T00:00:00",
          "2005-02-07T00:00:00",
          "2005-02-14T00:00:00",
          "2005-02-21T00:00:00",
          "2005-02-28T00:00:00",
          "2005-03-07T00:00:00",
          "2005-03-14T00:00:00",
          "2005-03-21T00:00:00",
          "2005-03-28T00:00:00",
          "2005-04-04T00:00:00",
          "2005-04-11T00:00:00",
          "2005-04-18T00:00:00",
          "2005-04-25T00:00:00",
          "2005-05-02T00:00:00",
          "2005-05-09T00:00:00",
          "2005-05-16T00:00:00",
          "2005-05-23T00:00:00",
          "2005-05-30T00:00:00",
          "2005-06-06T00:00:00",
          "2005-06-13T00:00:00",
          "2005-06-20T00:00:00",
          "2005-06-27T00:00:00",
          "2005-07-04T00:00:00",
          "2005-07-11T00:00:00",
          "2005-07-18T00:00:00",
          "2005-07-25T00:00:00",
          "2005-08-01T00:00:00",
          "2005-08-08T00:00:00",
          "2005-08-15T00:00:00",
          "2005-08-22T00:00:00",
          "2005-08-29T00:00:00",
          "2005-09-05T00:00:00",
          "2005-09-12T00:00:00",
          "2005-09-19T00:00:00",
          "2005-09-26T00:00:00",
          "2005-10-03T00:00:00",
          "2005-10-10T00:00:00",
          "2005-10-17T00:00:00",
          "2005-10-24T00:00:00",
          "2005-10-31T00:00:00",
          "2005-11-07T00:00:00",
          "2005-11-14T00:00:00",
          "2005-11-21T00:00:00",
          "2005-11-28T00:00:00",
          "2005-12-05T00:00:00",
          "2005-12-12T00:00:00",
          "2005-12-19T00:00:00",
          "2005-12-26T00:00:00",
          "2006-01-02T00:00:00",
          "2006-01-09T00:00:00",
          "2006-01-16T00:00:00",
          "2006-01-23T00:00:00",
          "2006-01-30T00:00:00",
          "2006-02-06T00:00:00",
          "2006-02-13T00:00:00",
          "2006-02-20T00:00:00",
          "2006-02-27T00:00:00",
          "2006-03-06T00:00:00",
          "2006-03-13T00:00:00",
          "2006-03-20T00:00:00",
          "2006-03-27T00:00:00",
          "2006-04-03T00:00:00",
          "2006-04-10T00:00:00",
          "2006-04-17T00:00:00",
          "2006-04-24T00:00:00",
          "2006-05-01T00:00:00",
          "2006-05-08T00:00:00",
          "2006-05-15T00:00:00",
          "2006-05-22T00:00:00",
          "2006-05-29T00:00:00",
          "2006-06-05T00:00:00",
          "2006-06-12T00:00:00",
          "2006-06-19T00:00:00",
          "2006-06-26T00:00:00",
          "2006-07-03T00:00:00",
          "2006-07-10T00:00:00",
          "2006-07-17T00:00:00",
          "2006-07-24T00:00:00",
          "2006-07-31T00:00:00",
          "2006-08-07T00:00:00",
          "2006-08-14T00:00:00",
          "2006-08-21T00:00:00",
          "2006-08-28T00:00:00",
          "2006-09-04T00:00:00",
          "2006-09-11T00:00:00",
          "2006-09-18T00:00:00",
          "2006-09-25T00:00:00",
          "2006-10-02T00:00:00",
          "2006-10-09T00:00:00",
          "2006-10-16T00:00:00",
          "2006-10-23T00:00:00",
          "2006-10-30T00:00:00",
          "2006-11-06T00:00:00",
          "2006-11-13T00:00:00",
          "2006-11-20T00:00:00",
          "2006-11-27T00:00:00",
          "2006-12-04T00:00:00",
          "2006-12-11T00:00:00",
          "2006-12-18T00:00:00",
          "2006-12-25T00:00:00",
          "2007-01-01T00:00:00",
          "2007-01-08T00:00:00",
          "2007-01-15T00:00:00",
          "2007-01-22T00:00:00",
          "2007-01-29T00:00:00",
          "2007-02-05T00:00:00",
          "2007-02-12T00:00:00",
          "2007-02-19T00:00:00",
          "2007-02-26T00:00:00",
          "2007-03-05T00:00:00",
          "2007-03-12T00:00:00",
          "2007-03-19T00:00:00",
          "2007-03-26T00:00:00",
          "2007-04-02T00:00:00",
          "2007-04-09T00:00:00",
          "2007-04-16T00:00:00",
          "2007-04-23T00:00:00",
          "2007-04-30T00:00:00",
          "2007-05-07T00:00:00",
          "2007-05-14T00:00:00",
          "2007-05-21T00:00:00",
          "2007-05-28T00:00:00",
          "2007-06-04T00:00:00",
          "2007-06-11T00:00:00",
          "2007-06-18T00:00:00",
          "2007-06-25T00:00:00",
          "2007-07-02T00:00:00",
          "2007-07-09T00:00:00",
          "2007-07-16T00:00:00",
          "2007-07-23T00:00:00",
          "2007-07-30T00:00:00",
          "2007-08-06T00:00:00",
          "2007-08-13T00:00:00",
          "2007-08-20T00:00:00",
          "2007-08-27T00:00:00",
          "2007-09-03T00:00:00",
          "2007-09-10T00:00:00",
          "2007-09-17T00:00:00",
          "2007-09-24T00:00:00",
          "2007-10-01T00:00:00",
          "2007-10-08T00:00:00",
          "2007-10-15T00:00:00",
          "2007-10-22T00:00:00",
          "2007-10-29T00:00:00",
          "2007-11-05T00:00:00",
          "2007-11-12T00:00:00",
          "2007-11-19T00:00:00",
          "2007-11-26T00:00:00",
          "2007-12-03T00:00:00",
          "2007-12-10T00:00:00",
          "2007-12-17T00:00:00",
          "2007-12-24T00:00:00",
          "2007-12-31T00:00:00",
          "2008-01-07T00:00:00",
          "2008-01-14T00:00:00",
          "2008-01-21T00:00:00",
          "2008-01-28T00:00:00",
          "2008-02-04T00:00:00",
          "2008-02-11T00:00:00",
          "2008-02-18T00:00:00",
          "2008-02-25T00:00:00",
          "2008-03-03T00:00:00",
          "2008-03-10T00:00:00",
          "2008-03-17T00:00:00",
          "2008-03-24T00:00:00",
          "2008-03-31T00:00:00",
          "2008-04-07T00:00:00",
          "2008-04-14T00:00:00",
          "2008-04-21T00:00:00",
          "2008-04-28T00:00:00",
          "2008-05-05T00:00:00",
          "2008-05-12T00:00:00",
          "2008-05-19T00:00:00",
          "2008-05-26T00:00:00",
          "2008-06-02T00:00:00",
          "2008-06-09T00:00:00",
          "2008-06-16T00:00:00",
          "2008-06-23T00:00:00",
          "2008-06-30T00:00:00",
          "2008-07-07T00:00:00",
          "2008-07-14T00:00:00",
          "2008-07-21T00:00:00",
          "2008-07-28T00:00:00",
          "2008-08-04T00:00:00",
          "2008-08-11T00:00:00",
          "2008-08-18T00:00:00",
          "2008-08-25T00:00:00",
          "2008-09-01T00:00:00",
          "2008-09-08T00:00:00",
          "2008-09-15T00:00:00",
          "2008-09-22T00:00:00",
          "2008-09-29T00:00:00",
          "2008-10-06T00:00:00",
          "2008-10-13T00:00:00",
          "2008-10-20T00:00:00",
          "2008-10-27T00:00:00",
          "2008-11-03T00:00:00",
          "2008-11-10T00:00:00",
          "2008-11-17T00:00:00",
          "2008-11-24T00:00:00",
          "2008-12-01T00:00:00",
          "2008-12-08T00:00:00",
          "2008-12-15T00:00:00",
          "2008-12-22T00:00:00",
          "2008-12-29T00:00:00",
          "2009-01-05T00:00:00",
          "2009-01-12T00:00:00",
          "2009-01-19T00:00:00",
          "2009-01-26T00:00:00",
          "2009-02-02T00:00:00",
          "2009-02-09T00:00:00",
          "2009-02-16T00:00:00",
          "2009-02-23T00:00:00",
          "2009-03-02T00:00:00",
          "2009-03-09T00:00:00",
          "2009-03-16T00:00:00",
          "2009-03-23T00:00:00",
          "2009-03-30T00:00:00",
          "2009-04-06T00:00:00",
          "2009-04-13T00:00:00",
          "2009-04-20T00:00:00",
          "2009-04-27T00:00:00",
          "2009-05-04T00:00:00",
          "2009-05-11T00:00:00",
          "2009-05-18T00:00:00",
          "2009-05-25T00:00:00",
          "2009-06-01T00:00:00",
          "2009-06-08T00:00:00",
          "2009-06-15T00:00:00",
          "2009-06-22T00:00:00",
          "2009-06-29T00:00:00",
          "2009-07-06T00:00:00",
          "2009-07-13T00:00:00",
          "2009-07-20T00:00:00",
          "2009-07-27T00:00:00",
          "2009-08-03T00:00:00",
          "2009-08-10T00:00:00",
          "2009-08-17T00:00:00",
          "2009-08-24T00:00:00",
          "2009-08-31T00:00:00",
          "2009-09-07T00:00:00",
          "2009-09-14T00:00:00",
          "2009-09-21T00:00:00",
          "2009-09-28T00:00:00",
          "2009-10-05T00:00:00",
          "2009-10-12T00:00:00",
          "2009-10-19T00:00:00",
          "2009-10-26T00:00:00",
          "2009-11-02T00:00:00",
          "2009-11-09T00:00:00",
          "2009-11-16T00:00:00",
          "2009-11-23T00:00:00",
          "2009-11-30T00:00:00",
          "2009-12-07T00:00:00",
          "2009-12-14T00:00:00",
          "2009-12-21T00:00:00",
          "2009-12-28T00:00:00",
          "2010-01-04T00:00:00",
          "2010-01-11T00:00:00",
          "2010-01-18T00:00:00",
          "2010-01-25T00:00:00",
          "2010-02-01T00:00:00",
          "2010-02-08T00:00:00",
          "2010-02-15T00:00:00",
          "2010-02-22T00:00:00",
          "2010-03-01T00:00:00",
          "2010-03-08T00:00:00",
          "2010-03-15T00:00:00",
          "2010-03-22T00:00:00",
          "2010-03-29T00:00:00",
          "2010-04-05T00:00:00",
          "2010-04-12T00:00:00",
          "2010-04-19T00:00:00",
          "2010-04-26T00:00:00",
          "2010-05-03T00:00:00",
          "2010-05-10T00:00:00",
          "2010-05-17T00:00:00",
          "2010-05-24T00:00:00",
          "2010-05-31T00:00:00",
          "2010-06-07T00:00:00",
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          "2015-09-21T00:00:00",
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          "2015-11-02T00:00:00",
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          "2016-11-07T00:00:00",
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          "text": "Date"
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   "source": [
    "fig = go.Figure()\n",
    "fig.add_scatter(\n",
    "    x=data.index, y=data[\"Copper/Gold Ratio\"], name=\"Copper/Gold Ratio (x1000) %\"\n",
    ")\n",
    "fig.add_scatter(\n",
    "    x=data.index,\n",
    "    y=data[\"US 10-Year Constant Maturity\"],\n",
    "    name=\"US 10-Year Constant Maturity %\",\n",
    ")\n",
    "fig.update(\n",
    "    {\n",
    "        \"layout\": {\n",
    "            \"xaxis\": {\"title\": \"Date\"},\n",
    "            \"yaxis\": {\"title\": \"%\"},\n",
    "            \"title\": \"Copper/Gold Ratio vs. US 10-Year Constant Maturity\",\n",
    "            \"title_y\": 0.90,\n",
    "            \"title_x\": 0.5,\n",
    "        }\n",
    "    }\n",
    ")\n",
    "fig.update_layout(legend=dict(yanchor=\"top\", y=1, xanchor=\"right\", x=1.0))"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "What we have currently is the price relationship between one Troy ounce of gold and one pound of copper.  As we described the copper-to-gold ratio as the price-per-ounce of each, some adjustments are required to be true to the definition.\n",
    "\n",
    "- 1 ounce = 0.911458 Troy ounces\n",
    "- 1 pound = 16 ounces\n",
    "  \n",
    "To adjust the gold price as USD/ounce, multiply each row by 0.911458.  To adjust the copper price, divide each row by 16."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Gold</th>\n",
       "      <th>Copper</th>\n",
       "      <th>Copper/Gold Ratio</th>\n",
       "      <th>US 10-Year Constant Maturity</th>\n",
       "      <th>Copper/Gold Ratio per Ounce (x1000) %</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
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       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2024-08-12</th>\n",
       "      <td>2498.600098</td>\n",
       "      <td>4.1275</td>\n",
       "      <td>1.651925</td>\n",
       "      <td>3.90</td>\n",
       "      <td>0.113275</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-08-19</th>\n",
       "      <td>2519.000000</td>\n",
       "      <td>4.1355</td>\n",
       "      <td>1.641723</td>\n",
       "      <td>3.86</td>\n",
       "      <td>0.112575</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
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      ],
      "text/plain": [
       "                   Gold  Copper  Copper/Gold Ratio  \\\n",
       "date                                                 \n",
       "2024-08-12  2498.600098  4.1275           1.651925   \n",
       "2024-08-19  2519.000000  4.1355           1.641723   \n",
       "\n",
       "            US 10-Year Constant Maturity  \\\n",
       "date                                       \n",
       "2024-08-12                          3.90   \n",
       "2024-08-19                          3.86   \n",
       "\n",
       "            Copper/Gold Ratio per Ounce (x1000) %  \n",
       "date                                               \n",
       "2024-08-12                               0.113275  \n",
       "2024-08-19                               0.112575  "
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data[\"Copper/Gold Ratio per Ounce (x1000) %\"] = (\n",
    "    (data[\"Copper\"] / 16) / (data[\"Gold\"] * 0.911458)\n",
    ") * 1000\n",
    "\n",
    "data.tail(2)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now let's draw it!"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
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          "2010-01-04T00:00:00",
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          "2010-03-08T00:00:00",
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          "2010-05-24T00:00:00",
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          "2010-06-07T00:00:00",
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          "2010-06-21T00:00:00",
          "2010-06-28T00:00:00",
          "2010-07-05T00:00:00",
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          "2010-08-02T00:00:00",
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          "2010-09-06T00:00:00",
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          "2010-10-04T00:00:00",
          "2010-10-11T00:00:00",
          "2010-10-18T00:00:00",
          "2010-10-25T00:00:00",
          "2010-11-01T00:00:00",
          "2010-11-08T00:00:00",
          "2010-11-15T00:00:00",
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          "2010-11-29T00:00:00",
          "2010-12-06T00:00:00",
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          "2011-01-03T00:00:00",
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          "2011-11-07T00:00:00",
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          "2012-01-02T00:00:00",
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          "2001-03-12T00:00:00",
          "2001-03-19T00:00:00",
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          "2001-09-03T00:00:00",
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          "2001-10-01T00:00:00",
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          "2001-10-29T00:00:00",
          "2001-11-05T00:00:00",
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          "2001-12-03T00:00:00",
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          "2002-01-07T00:00:00",
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          "2002-01-21T00:00:00",
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          "2002-02-04T00:00:00",
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          "2002-03-04T00:00:00",
          "2002-03-11T00:00:00",
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          "2002-04-01T00:00:00",
          "2002-04-08T00:00:00",
          "2002-04-15T00:00:00",
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          "2002-04-29T00:00:00",
          "2002-05-06T00:00:00",
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          "2002-05-27T00:00:00",
          "2002-06-03T00:00:00",
          "2002-06-10T00:00:00",
          "2002-06-17T00:00:00",
          "2002-06-24T00:00:00",
          "2002-07-01T00:00:00",
          "2002-07-08T00:00:00",
          "2002-07-15T00:00:00",
          "2002-07-22T00:00:00",
          "2002-07-29T00:00:00",
          "2002-08-05T00:00:00",
          "2002-08-12T00:00:00",
          "2002-08-19T00:00:00",
          "2002-08-26T00:00:00",
          "2002-09-02T00:00:00",
          "2002-09-09T00:00:00",
          "2002-09-16T00:00:00",
          "2002-09-23T00:00:00",
          "2002-09-30T00:00:00",
          "2002-10-07T00:00:00",
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          "2002-10-21T00:00:00",
          "2002-10-28T00:00:00",
          "2002-11-04T00:00:00",
          "2002-11-11T00:00:00",
          "2002-11-18T00:00:00",
          "2002-11-25T00:00:00",
          "2002-12-02T00:00:00",
          "2002-12-09T00:00:00",
          "2002-12-16T00:00:00",
          "2002-12-23T00:00:00",
          "2002-12-30T00:00:00",
          "2003-01-06T00:00:00",
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          "2003-10-06T00:00:00",
          "2003-10-13T00:00:00",
          "2003-10-20T00:00:00",
          "2003-10-27T00:00:00",
          "2003-11-03T00:00:00",
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          "2004-04-26T00:00:00",
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          "2004-05-31T00:00:00",
          "2004-06-07T00:00:00",
          "2004-06-14T00:00:00",
          "2004-06-21T00:00:00",
          "2004-06-28T00:00:00",
          "2004-07-05T00:00:00",
          "2004-07-12T00:00:00",
          "2004-07-19T00:00:00",
          "2004-07-26T00:00:00",
          "2004-08-02T00:00:00",
          "2004-08-09T00:00:00",
          "2004-08-16T00:00:00",
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          "2004-09-06T00:00:00",
          "2004-09-13T00:00:00",
          "2004-09-20T00:00:00",
          "2004-09-27T00:00:00",
          "2004-10-04T00:00:00",
          "2004-10-11T00:00:00",
          "2004-10-18T00:00:00",
          "2004-10-25T00:00:00",
          "2004-11-01T00:00:00",
          "2004-11-08T00:00:00",
          "2004-11-15T00:00:00",
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          "2004-11-29T00:00:00",
          "2004-12-06T00:00:00",
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          "2005-06-06T00:00:00",
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          "2005-06-20T00:00:00",
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          "2005-08-01T00:00:00",
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          "2005-09-05T00:00:00",
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          "2005-09-26T00:00:00",
          "2005-10-03T00:00:00",
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          "2005-11-07T00:00:00",
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          "2005-12-05T00:00:00",
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          "2006-01-02T00:00:00",
          "2006-01-09T00:00:00",
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          "2006-01-23T00:00:00",
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          "2006-02-27T00:00:00",
          "2006-03-06T00:00:00",
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          "2006-06-05T00:00:00",
          "2006-06-12T00:00:00",
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          "2006-06-26T00:00:00",
          "2006-07-03T00:00:00",
          "2006-07-10T00:00:00",
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          "2006-08-07T00:00:00",
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          "2006-10-30T00:00:00",
          "2006-11-06T00:00:00",
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          "2007-11-05T00:00:00",
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          "2008-11-03T00:00:00",
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          "2008-12-01T00:00:00",
          "2008-12-08T00:00:00",
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          "2010-11-29T00:00:00",
          "2010-12-06T00:00:00",
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          "2013-11-04T00:00:00",
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          "2014-10-20T00:00:00",
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          "2015-09-07T00:00:00",
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          "2015-09-21T00:00:00",
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          "2015-10-05T00:00:00",
          "2015-10-12T00:00:00",
          "2015-10-19T00:00:00",
          "2015-10-26T00:00:00",
          "2015-11-02T00:00:00",
          "2015-11-09T00:00:00",
          "2015-11-16T00:00:00",
          "2015-11-23T00:00:00",
          "2015-11-30T00:00:00",
          "2015-12-07T00:00:00",
          "2015-12-14T00:00:00",
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          "2016-01-18T00:00:00",
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          "2016-02-01T00:00:00",
          "2016-02-08T00:00:00",
          "2016-02-15T00:00:00",
          "2016-02-22T00:00:00",
          "2016-02-29T00:00:00",
          "2016-03-07T00:00:00",
          "2016-03-14T00:00:00",
          "2016-03-21T00:00:00",
          "2016-03-28T00:00:00",
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          "2016-06-13T00:00:00",
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          "2016-07-04T00:00:00",
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          "2016-07-18T00:00:00",
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          "2016-08-01T00:00:00",
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          "2016-09-05T00:00:00",
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          "2016-11-07T00:00:00",
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          "2016-11-28T00:00:00",
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          "2018-09-03T00:00:00",
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          "2018-11-05T00:00:00",
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          },
          "title": {
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          "xaxis": {
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           "ticks": "",
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        },
        "title": {
         "text": "Copper/Gold Ratio vs. US 10-Year Constant Maturity",
         "x": 0.5,
         "y": 0.9
        },
        "xaxis": {
         "title": {
          "text": "Date"
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        },
        "yaxis": {
         "position": 0,
         "showgrid": false,
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         "title": {
          "font": {
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        },
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         }
        }
       }
      }
     },
     "metadata": {},
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   ],
   "source": [
    "fig = go.Figure()\n",
    "\n",
    "# Add the first scatter trace with its own y-axis\n",
    "fig.add_scatter(\n",
    "    x=data.index,\n",
    "    y=data[\"Copper/Gold Ratio\"],\n",
    "    name=\"Copper/Gold Ratio (x1000) %\",\n",
    "    yaxis=\"y1\",\n",
    ")\n",
    "\n",
    "# Add the second scatter trace with its own y-axis\n",
    "fig.add_scatter(\n",
    "    x=data.index,\n",
    "    y=data[\"US 10-Year Constant Maturity\"],\n",
    "    name=\"US 10-Year Constant Maturity %\",\n",
    "    yaxis=\"y2\",\n",
    ")\n",
    "\n",
    "# Update the layout to include the y-axes and their titles\n",
    "fig.update_layout(\n",
    "    yaxis=dict(\n",
    "        title=\"Copper/Gold Ratio (x1000) %\",\n",
    "        side=\"left\",\n",
    "        position=0,\n",
    "        titlefont=dict(size=12),\n",
    "        showgrid=False,\n",
    "    ),\n",
    "    yaxis2=dict(\n",
    "        title=\"US 10-Year Constant Maturity %\",\n",
    "        side=\"right\",\n",
    "        overlaying=\"y\",\n",
    "        position=1,\n",
    "        titlefont=dict(size=12),\n",
    "    ),\n",
    "    xaxis=dict(title=\"Date\"),\n",
    "    title=\"Copper/Gold Ratio vs. US 10-Year Constant Maturity\",\n",
    "    title_y=0.90,\n",
    "    title_x=0.5,\n",
    ")\n",
    "\n",
    "# Set the legend position\n",
    "fig.update_layout(\n",
    "    legend=dict(yanchor=\"top\", y=1, xanchor=\"right\", x=1.0, font=dict(size=10))\n",
    ")\n",
    "\n",
    "# Show the plot\n",
    "fig.show()"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "There you have it, folks!  The OpenBB Platform provides endless possibilities for creating unique indicators and analysis with the wide variety of data available at your fingertips.  We love seeing the creations of users, so be sure to tag us on social media and show off your work."
   ]
  }
 ],
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